cml-playground

Generate github actions workflows with ./build.sh

List of CML examples

• https://github.com/iterative/cml-examples-dev

Additional examples

• https://github.com/iterative/example_model_export_cml
• https://github.com/iterative/demo-fashion-mnist
• https://github.com/iterative/magnetic-tiles-defect
• https://github.com/iterative/demo-bank-customer-churn
• https://github.com/iterative/stale-model-example

defintions / vars

TODO

File Structure

• examples (WIP, build docs/demos/etc examples from here and PR to there respective locations)
• workflows (tests/base for .github/workflows)
  • . workflows that run in this repo
  • checks-*.yml tools to make sure nothing is going wrong
  • cml-*.yml, tpi-*.yml tests which are named for a specific issue or pr, they should validate it's functionality. Ideally they run on schedule via the lastest published version, and manually against a specific branch (default master)
• includes (were reusable chunks live)
  • . most oftenly used items
  • aws components more specific to AWS
  • gcp components more specific to GCP
  • steps commonly used "complete" github actions steps
  • tests testing elements which may be reapeated/reused

Useful References

The worklfow's are generated using some slight hacking of cpp the C-preprocessor. But Why? So that when there is an update to a chunk of a commonly reused action, its updated once and goes everywhere. This could be some as simple as actions/checkout@v2 -> actions/checkout@v3 or something more involved.

• https://www.man7.org/linux/man-pages/man1/cpp.1.html
• https://gcc.gnu.org/onlinedocs/gcc-12.1.0/cpp.pdf